Autonomous Loops
affaan-m/ECC
Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems.
Autonomously draft and polish chapters through multi-skill editorial passes.
MITAuto-check passed
Install Chapter Drafter
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jwynia/agent-skills chapter-drafter --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .claude/skills/chapter-drafter && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .claude/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafterType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jwynia/agent-skills chapter-drafter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .agents/skills/chapter-drafter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .agents/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jwynia/agent-skills chapter-drafter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .cursor/skills/chapter-drafter && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .cursor/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jwynia/agent-skills.git --path skills/creative/fiction/orchestrators/chapter-drafter--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jwynia/agent-skills chapter-drafter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .gemini/skills/chapter-drafter && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .gemini/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jwynia/agent-skills chapter-drafterInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .github/skills/chapter-drafter && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .github/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jwynia/agent-skills --skill chapter-drafter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jwynia/agent-skills chapter-drafter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jwynia/agent-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/creative/fiction/orchestrators/chapter-drafter .opencode/skills/chapter-drafter && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "chapter-drafter" agent skill from https://github.com/jwynia/agent-skills/tree/main/skills/creative/fiction/orchestrators/chapter-drafter into .opencode/skills/chapter-drafter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "chapter-drafter", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
chapter-drafter- GitHub stars
- 169
- Token cost
- ~3k tokens
- SKILL.md length
- 1,106 words
- Files
- 4 (incl. scripts)
- Skills in repo
- 111
- Repo updated
- First seen
- Licence
- MIT
At a glance
Autonomously draft and polish chapters through multi-skill editorial passes.
- Works in 4 steps: Complete outline exists - Scene beats… → Characters defined - Lie/want/need,… → World established - Setting details… → …
- You have a complete outline and want to produce a polished first draft with iterative refinement
- SKILL.md covers Core Principle, Prerequisites, The Orchestration Loop and Pass Criteria, plus 8 more sections
- Runs TypeScript scripts from its folder
What it does
Chapter Drafter is an agent skill from jwynia/agent-skills. Autonomously draft and polish chapters through multi-skill editorial passes. Use when you have a complete outline and want to produce a polished first draft with iterative refinement.
Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts (for example `scripts/score-scene.ts`, `templates/pass-criteria.md` and `templates/progress-tracker.md`).
The licence is MIT.
When your agent uses it
- You have a complete outline and want to produce a polished first draft with iterative refinement
Example prompts
- “/chapter-drafter”
Requirements
- Node.js
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Complete outline exists - Scene beats with goals, conflicts, and intended outcomes
- Characters defined - Lie/want/need, voice patterns, arc positions
- World established - Setting details sufficient for scene work
- Story-sense diagnosis complete - No structural story problems remaining
What it can do on your machine
Read from SKILL.md and the folder at commit e02ec7e. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (TypeScript), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Chapter Drafter loads about 3k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 1,106 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from jwynia/agent-skills at commit e02ec7e, republished under its MIT licence (© jwynia). 1,106 words, ~2,968 tokens.
Download SKILL.mdSave it as
.claude/skills/chapter-drafter/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.- name
- chapter-drafter
- description
- Autonomously draft and polish chapters through multi-skill editorial passes. Use when you have a complete outline and want to produce a polished first draft with iterative refinement.
- license
- MIT
- metadata.author
- jwynia
- metadata.version
- 1.0
- metadata.orchestrates
- scene-sequencing, character-arc, cliche-transcendence, dialogue, prose-style
- metadata.pass_order
- scene-sequencing, character-arc, cliche-transcendence, dialogue, prose-style
- metadata.max_iterations
- 3
- metadata.global_max_iterations
- 50
- metadata.type
- orchestrator
- metadata.mode
- generative
- metadata.domain
- fiction
Chapter Drafter: Orchestrator Skill
You autonomously draft and polish chapter scenes through iterative editorial passes. Given an outline, you produce polished first-draft prose by drafting each scene, evaluating it against editorial criteria, and revising until quality thresholds are met.
Core Principle
Orchestration is iteration with hierarchy. Fix structure before character, character before originality, originality before dialogue, dialogue before prose. Don't polish what might be cut; don't revise dialogue in a scene that needs structural rework.
Prerequisites
Before invoking this skill, ensure:
- Complete outline exists - Scene beats with goals, conflicts, and intended outcomes
- Characters defined - Lie/want/need, voice patterns, arc positions
- World established - Setting details sufficient for scene work
- Story-sense diagnosis complete - No structural story problems remaining
Do NOT use this skill if:
- Outline is still in flux
- Character arcs undefined
- Story-sense would diagnose structural problems
The Orchestration Loop
FOR each scene in chapter outline:
1. BUILD CONTEXT
- Load character voices from previous scenes
- Load open plot threads
- Load cliche avoidances
- Extract scene purpose from outline
2. DRAFT SCENE
- Generate initial prose from outline beat
- Apply character voices
- Maintain plot thread continuity
3. EVALUATION LOOP (max 5 cycles)
│
├─► Pass 1: scene-sequencing (35%)
│ └─► If FAIL: REWRITE scene
├─► Pass 2: character-arc (25%)
├─► Pass 3: cliche-transcendence (15%)
├─► Pass 4: dialogue (15%)
└─► Pass 5: prose-style (10%)
│
Calculate composite score
│
├─► >= 80: ACCEPT
├─► 60-79: TARGETED FIX → re-evaluate
├─► 40-59: REWRITE → return to draft
└─► <40: REJECT → full re-draft from outline
4. POST-ACCEPT
- Extract character voice patterns → update context
- Track plot thread changes → update registry
- Record cliche transcendences → update avoidances
- Write scene to output
- Update progress tracker
END FORPass Criteria
Pass 1: Scene-Sequencing (35% weight)
Evaluates Goal-Conflict-Disaster structure and pacing.
| Criterion | PASS | WARN | FAIL |
|---|---|---|---|
| Goal clarity | POV goal clear in opening beats | Goal exists but buried | No discernible goal |
| Conflict escalation | Opposition intensifies | Conflict static but present | No real opposition |
| Disaster quality | "Yes, but..." or "No, and..." | Simple "No" | Clean "Yes" or no resolution |
| Sequel presence | Reaction-dilemma-decision present | Abbreviated sequel | Missing after high-tension |
| Scene-sequel ratio | Matches intended pacing | Slight mismatch | Severely mismatched |
Critical: If scene-sequencing FAILS, do NOT proceed to other passes. Structural problems invalidate downstream evaluation.
Pass 2: Character-Arc (25% weight)
Evaluates transformation consistency and arc progress.
| Criterion | PASS | WARN | FAIL |
|---|---|---|---|
| Lie visibility | False belief evident in choices | Lie present but unstated | No lie operative |
| Want/Need gap | Clear tension between stated/actual | Gap exists but unclear | Want = Need (no tension) |
| Arc progress | Scene advances or challenges arc | Arc static but consistent | Character contradicts arc |
| Transformation markers | Choices reflect arc position | Position unclear | Acts against personality |
Pass 3: Cliche-Transcendence (15% weight)
Evaluates originality via orthogonality test.
| Criterion | PASS | WARN | FAIL |
|---|---|---|---|
| Form axis | Non-default form | Slight variation | Exactly genre default |
| Knowledge axis | Own concerns, accidental intersection | Some plot awareness | Fully story-serving |
| Goal axis | Own agenda that collides | Goal connected to plot | Purely protagonist-serving |
| Role axis | Own story that intersects | Somewhat independent | Exists only for hero |
| Orthogonality test | 2+ axes orthogonal | 1 axis orthogonal | All axes match default |
Pass 4: Dialogue (15% weight)
Evaluates voice distinctiveness, subtext, and function.
| Criterion | PASS | WARN | FAIL |
|---|---|---|---|
| Voice distinctiveness | Characters distinguishable without tags | Some overlap | Identical voices (D1) |
| Subtext presence | Gap between said and meant | Occasional direct statements | Everything on-the-nose (D4) |
| Double-duty test | 3+ functions per exchange | 2 functions | Single function only (D5) |
| Naturalness | Contractions, interruptions, rhythm | Slightly formal | Wooden/stilted (D2) |
| Exposition handling | Information through conflict | Minor "as you know" | Exposition dump (D3) |
Pass 5: Prose-Style (10% weight)
Evaluates sentence-level craft.
| Criterion | PASS | WARN | FAIL |
|---|---|---|---|
| Sentence variety | Length and structure vary | Some variation | Monotonous (P4) |
| Clarity | Concrete, clear antecedents | Occasional abstraction | Unclear writing (P2) |
| Voice consistency | Diction level consistent | Minor shifts | Random shifts (P6) |
| Economy | Words earn place | Minor redundancy | Overwrought (P3) |
| Active voice | Passive intentional | Some default passive | Passive overuse (P5) |
Composite Scoring
Each pass produces a score from 0-100:
- All PASS = 100
- Each WARN = -15
- Each FAIL = -40
Composite = SUM(pass_score × pass_weight)
| Composite | Outcome | Action |
|---|---|---|
| >= 80 | ACCEPT | Scene complete, proceed to next |
| 60-79 | REVISE | Fix lowest-scoring pass, re-evaluate |
| 40-59 | REWRITE | Regenerate with failure constraints |
| < 40 | REJECT | Full re-draft from outline |
Iteration Limits
| Level | Limit | On Exceed |
|---|---|---|
| Per-pass | 3 | Escalate to rewrite |
| Per-scene | 12 | Accept at threshold 50, flag for review |
| Per-chapter | 50 | Stop, report remaining issues |
Diminishing returns detection: If improvement < 10% between iterations, accept current state or escalate.
Context Accumulation
Maintain across scenes:
Character Voices
After each scene, extract and store:
- Vocabulary patterns per character
- Sentence rhythm patterns
- Directness level
- Verbal tics and avoidances
Use as constraint for subsequent scenes: "Character X speaks like [markers]"
Plot Threads
Track:
- Open threads - Introduced, not resolved
- Closed threads - Resolved this chapter
- Foreshadowing - Planted for future payoff
Each scene checks:
- No contradiction with established facts
- Open threads acknowledged or advanced
- At least one element progresses
Show full SKILL.md (447 more words)Show less
Cliche Avoidances
After cliche-transcendence pass, record:
- Which defaults were avoided
- How they were transcended
- New elements that feel fresh
Use as constraint: "Already transcended [X], maintain freshness"
Progress Tracker
Use the progress tracker template to persist state:
## Chapter Progress: [Title]
Started: [timestamp]
Current: Scene [N], Pass [M], Iteration [K]
### Scenes
| Scene | Status | Pass | Iterations | Score | Issues |
|-------|--------|------|------------|-------|--------|
### Context
- Character Voices: [accumulated]
- Plot Threads: [open/closed]
- Cliche Avoidances: [list]
### Change Log
- [timestamp] [change]Revision Strategy
Targeted Fix (score 60-79)
- Identify lowest-scoring pass
- Extract specific failure criteria
- Generate minimal fix addressing that criterion
- Re-evaluate that pass + downstream passes
- If pass improves, recalculate composite
Rewrite (score 40-59)
- Preserve scene goal from outline
- Generate new draft with explicit constraints:
- "Must include clear goal in opening"
- "Conflict must escalate"
- etc. based on failures
- Re-run full evaluation loop
Reject (score < 40)
- Return to outline beat
- Re-draft from scratch
- Treat as new scene (reset iterations)
Conflict Resolution
When fixing one pass breaks another:
- Detect: Re-run all passes after any fix
- Compare: Did any pass regress?
- Prioritize: Higher-weight pass wins ties
- Seek synthesis: Can fix satisfy both?
- Accept trade-off: If irreconcilable, accept per hierarchy
Escalation: If conflict persists after 2 attempts, flag scene for human review.
Anti-Patterns
The Infinite Polisher
Pattern: Keeps iterating because one criterion is at WARN. Fix: WARN is acceptable. Accept at threshold after iteration limit.
The Pass Skipper
Pattern: Jumps to prose-style when scene-sequencing failed. Fix: Hard gate on structural passes. FAIL blocks progression.
The Context Amnesiac
Pattern: Each scene drafted in isolation, losing voice and threads. Fix: Explicit context loading before each scene draft.
The Cascade Blind Spot
Pattern: Fixes dialogue, doesn't check if prose-style regressed. Fix: Always re-evaluate current pass + downstream after any fix.
The Silent Failer
Pattern: Hits iteration limit, proceeds without documentation. Fix: Log all limit exits with categorized remaining issues.
Output Persistence
Progress Tracker
- Location:
context/chapter-drafter/[chapter]-progress.md - Update: After each scene acceptance
- Purpose: Resume point if interrupted
Scene Output
- Location:
drafts/[story]/[chapter]/scene-[N].md - Update: On scene acceptance
- Purpose: Accumulated draft prose
Context State
- Location:
context/chapter-drafter/[chapter]-context.md - Update: After each scene
- Purpose: Character voices, threads, avoidances
Integration
Inbound (feeds into chapter-drafter)
| Skill | What it provides |
|---|---|
| outline-collaborator | Scene beats with goal-conflict-disaster |
| character-arc | Lie/want/need for each character |
| worldbuilding | Setting details for scene work |
| story-sense | Confirmation structure is solid |
Outbound (chapter-drafter produces)
| Output | Next step |
|---|---|
| Draft chapter | revision (for full manuscript revision) |
| Flagged scenes | Human review |
| Context state | Next chapter drafting |
Example Invocation
Input: Chapter outline with 5 scene beats
Process:
- Load outline, confirm prerequisites
- Initialize progress tracker
- For each scene:
- Build context from prior scenes
- Draft initial prose
- Run evaluation loop
- On ACCEPT: extract context, write output
- Complete: 5 polished scenes, flagged issues documented
Output:
- 5 scene files in
drafts/[story]/[chapter]/ - Progress tracker showing all iterations
- Context file for next chapter
- List of any flagged issues for human review
© jwynia, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 3 other files (scripts) in skills/creative/fiction/orchestrators/chapter-drafter of jwynia/agent-skills.
- SKILL.md
- scripts/score-scene.ts
- templates/pass-criteria.md
- templates/progress-tracker.md
Open the folder on GitHubat commit e02ec7e
Compare with similar skills
Chapter Drafter next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Chapter Drafter this skilljwynia/agent-skills | 169 | — | ~3k | Automated safety check: Pass | MIT | |
| Autonomous Loopsaffaan-m/ECC | 276k | 4 repos | ~5.8k | Automated safety check: Pass | MIT | |
| Autonomous Agent Harnessaffaan-m/ECC | 276k | 2 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Autonomous Loopsaffaan-m/ECC | 276k | 2 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Autonomous Loopsaffaan-m/ECC | 276k | — | ~545 | Automated safety check: Pass | MIT | |
| Autonomous Agentsdavila7/claude-code-templates | 32k | 2 repos | ~553 | Automated safety check: Pass | MIT |
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Questions about Chapter Drafter
What does Chapter Drafter do?
Autonomously draft and polish chapters through multi-skill editorial passes. Chapter Drafter is an agent skill from jwynia/agent-skills. Autonomously draft and polish chapters through multi-skill editorial passes.
When should I use Chapter Drafter?
Chapter Drafter fits situations like: you have a complete outline and want to produce a polished first draft with iterative refinement.
How do I install Chapter Drafter in Claude Code?
Run `npx skills add jwynia/agent-skills --skill chapter-drafter -a claude-code`. Or copy the skill folder (skills/creative/fiction/orchestrators/chapter-drafter in jwynia/agent-skills) into .claude/skills/chapter-drafter in your project. Claude Code loads it when a task matches its description.
How do I install Chapter Drafter in Codex?
Run `npx skills add jwynia/agent-skills --skill chapter-drafter -a codex`. Or copy the skill folder (skills/creative/fiction/orchestrators/chapter-drafter in jwynia/agent-skills) into .agents/skills/chapter-drafter in your project. Codex loads it when a task matches its description.
Can I use Chapter Drafter in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jwynia/agent-skills --skill chapter-drafter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/chapter-drafter, .gemini/skills/chapter-drafter, .github/skills/chapter-drafter and .opencode/skills/chapter-drafter in your project.
What does Chapter Drafter need to run?
Going by SKILL.md and its folder, Chapter Drafter needs TypeScript for the scripts in its folder. Our summary lists: Node.js.
Does Chapter Drafter access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Chapter Drafter safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Chapter Drafter use?
Chapter Drafter is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Chapter Drafter use?
About 3k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Chapter Drafter?
Skills that share tags, products or a category with Chapter Drafter: Autonomous Loops (affaan-m/ECC, 276k stars), Autonomous Agent Harness (affaan-m/ECC, 276k stars), Autonomous Loops (affaan-m/ECC, 276k stars) and Autonomous Loops (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Chapter Drafter?
jwynia (a GitHub user) maintains it in jwynia/agent-skills, which has 169 GitHub stars. The repository holds 111 skills in this directory. The repository was last updated on February 24, 2026.
Source: jwynia/agent-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.